Our meta-analysis uncovered 11 distinct risk factors associated with the recurrence of AF following catheter ablation, encompassing diabetes, heart failure, gender, age, AF classification, duration of AF, left atrial diameter (LAD), left atrial volume index (LAVi), high-sensitivity C-reactive protein (hs-CRP), and early recurrence (ER). This evidence concerns the gene CRP and heart failure.